Prepare Data for SVD Analysis

Creating folder svd_plots/columns-humidity-months-12_1_2

Creating svd file for columns-humidity-months-12_1_2

SVD

Loading svd file for columns-humidity-months-12_1_2

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 5.101302479723052e-14
Diff reconstruction: 0.9054151019991034

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'39031.12380563631; 2006.5474899013464; 1184.6808365169136; 790.1854316101102; 644.6489676739869; 493.9249412013828; 411.7637695799617; 337.3949355995302; 258.17198267206453; 217.75050611756217; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 3.8673188221165335e-12; 1.6830833113035695e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5878757 bytes to output/columns-humidity-months-12_1_2_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-humidity-months-12_1_2_svd_files/
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-humidity-months-12_1_2_svd_files
[NbConvertApp] Writing 64984 bytes to notebook.tex
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